#Guiding questions/tasks & format:
SCHOOL TYPE: How do tagging patterns differ among district,
charter, independent, sws, virtual, microschool, homeschool, and hub
schools?
* table of biggest differences between categories
##Type and how many tags First recall Type and Pattern of Tags First looking at type count Charter n= 113 District n= 102 Independent = 36
| Number of Schools by Descriptor | |
| school_descriptor | n |
|---|---|
| Charter | 113 |
| District | 102 |
| Independent | 36 |
| school_descriptor | practices_a_la_carte | practices_accommodations | practices_adult_wellness | practices_advancement_mastery | practices_advisories | practices_all_courses_designed_for_inclusion | practices_anti_racist | practices_assessments_agency | practices_assessments_bilingual | practices_assessments_career | practices_assessments_deeper | practices_assessments_sel | practices_blended_learning | practices_career_prep | practices_co_leaders | practices_community_leaders | practices_community_partnerships | practices_community_supports | practices_competency_education | practices_competency_framework | practices_culturally_responsive | practices_design_marginalized | practices_design_thinking | practices_disaggregated_participation_data | practices_dual_language | practices_early_college | practices_elimination_tracking | practices_enriched_virtual | practices_expanded_open_hours | practices_extended_learning | practices_families_leaders | practices_flex | practices_flexible_facilities | practices_flexible_staffing | practices_flipped_classroom | practices_grading_mastery | practices_heritage_language | practices_hiring_equity | practices_industry_credentials | practices_industry_leaders | practices_interdisciplinary | practices_interoperability | practices_learning_paths | practices_makerspace | practices_mental_health | practices_mentoring | practices_mtss_academics | practices_multi_age | practices_opportunities_mastery | practices_other_leaders | practices_pbl | practices_peer_to_peer | practices_performance_assessment | practices_physical_well_being | practices_place_based | practices_reallocation_resources | practices_restorative | practices_sel_curriculum | practices_sel_integrated | practices_service_learning | practices_social_justice | practices_station_rotation | practices_student_conferences | practices_student_data | practices_student_goals | practices_student_pace | practices_student_projects | practices_students_leaders | practices_teachers_leaders | practices_translanguaging | practices_trauma_informed | practices_tutoring | practices_udl |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Independent | 5 | 29 | 12 | 17 | 20 | 26 | 24 | 13 | 0 | 6 | 26 | 23 | 23 | 15 | 27 | 5 | 26 | 22 | 23 | 21 | 28 | 27 | 20 | 5 | 3 | 9 | 19 | 1 | 13 | 24 | 12 | 5 | 29 | 26 | 5 | 18 | 4 | 22 | 6 | 5 | 30 | 7 | 24 | 20 | 19 | 18 | 11 | 31 | 31 | 2 | 31 | 26 | 25 | 18 | 25 | 12 | 28 | 20 | 26 | 23 | 23 | 9 | 21 | 15 | 27 | 26 | 29 | 18 | 24 | 2 | 15 | 16 | 17 |
| Public charter school | 6 | 60 | 47 | 35 | 62 | 77 | 65 | 16 | 18 | 33 | 69 | 80 | 57 | 46 | 57 | 17 | 68 | 73 | 53 | 37 | 87 | 79 | 34 | 39 | 15 | 29 | 50 | 5 | 32 | 49 | 19 | 12 | 52 | 55 | 5 | 57 | 6 | 77 | 20 | 11 | 58 | 25 | 52 | 18 | 74 | 53 | 74 | 37 | 81 | 3 | 79 | 47 | 61 | 44 | 41 | 46 | 80 | 67 | 82 | 42 | 53 | 18 | 52 | 57 | 65 | 53 | 54 | 25 | 44 | 7 | 68 | 64 | 53 |
| Public district school | 19 | 75 | 46 | 49 | 72 | 80 | 46 | 24 | 19 | 57 | 79 | 65 | 67 | 81 | 73 | 19 | 89 | 63 | 76 | 55 | 73 | 85 | 52 | 37 | 13 | 52 | 45 | 13 | 29 | 74 | 22 | 21 | 73 | 64 | 14 | 72 | 7 | 58 | 46 | 20 | 74 | 24 | 68 | 50 | 80 | 49 | 80 | 50 | 84 | 0 | 90 | 57 | 86 | 36 | 48 | 54 | 74 | 57 | 78 | 60 | 41 | 18 | 55 | 73 | 70 | 56 | 77 | 45 | 69 | 10 | 66 | 67 | 65 |
| school_descriptor | practice | count |
|---|---|---|
| Independent | practices_a_la_carte | 5 |
| Independent | practices_accommodations | 29 |
| Independent | practices_adult_wellness | 12 |
| Independent | practices_advancement_mastery | 17 |
| Independent | practices_advisories | 20 |
| Independent | practices_all_courses_designed_for_inclusion | 26 |
| Independent | practices_anti_racist | 24 |
| Independent | practices_assessments_agency | 13 |
| Independent | practices_assessments_bilingual | 0 |
| Independent | practices_assessments_career | 6 |
| Independent | practices_assessments_deeper | 26 |
| Independent | practices_assessments_sel | 23 |
| Independent | practices_blended_learning | 23 |
| Independent | practices_career_prep | 15 |
| Independent | practices_co_leaders | 27 |
| Independent | practices_community_leaders | 5 |
| Independent | practices_community_partnerships | 26 |
| Independent | practices_community_supports | 22 |
| Independent | practices_competency_education | 23 |
| Independent | practices_competency_framework | 21 |
| Independent | practices_culturally_responsive | 28 |
| Independent | practices_design_marginalized | 27 |
| Independent | practices_design_thinking | 20 |
| Independent | practices_disaggregated_participation_data | 5 |
| Independent | practices_dual_language | 3 |
| Independent | practices_early_college | 9 |
| Independent | practices_elimination_tracking | 19 |
| Independent | practices_enriched_virtual | 1 |
| Independent | practices_expanded_open_hours | 13 |
| Independent | practices_extended_learning | 24 |
| Independent | practices_families_leaders | 12 |
| Independent | practices_flex | 5 |
| Independent | practices_flexible_facilities | 29 |
| Independent | practices_flexible_staffing | 26 |
| Independent | practices_flipped_classroom | 5 |
| Independent | practices_grading_mastery | 18 |
| Independent | practices_heritage_language | 4 |
| Independent | practices_hiring_equity | 22 |
| Independent | practices_industry_credentials | 6 |
| Independent | practices_industry_leaders | 5 |
| Independent | practices_interdisciplinary | 30 |
| Independent | practices_interoperability | 7 |
| Independent | practices_learning_paths | 24 |
| Independent | practices_makerspace | 20 |
| Independent | practices_mental_health | 19 |
| Independent | practices_mentoring | 18 |
| Independent | practices_mtss_academics | 11 |
| Independent | practices_multi_age | 31 |
| Independent | practices_opportunities_mastery | 31 |
| Independent | practices_other_leaders | 2 |
| Independent | practices_pbl | 31 |
| Independent | practices_peer_to_peer | 26 |
| Independent | practices_performance_assessment | 25 |
| Independent | practices_physical_well_being | 18 |
| Independent | practices_place_based | 25 |
| Independent | practices_reallocation_resources | 12 |
| Independent | practices_restorative | 28 |
| Independent | practices_sel_curriculum | 20 |
| Independent | practices_sel_integrated | 26 |
| Independent | practices_service_learning | 23 |
| Independent | practices_social_justice | 23 |
| Independent | practices_station_rotation | 9 |
| Independent | practices_student_conferences | 21 |
| Independent | practices_student_data | 15 |
| Independent | practices_student_goals | 27 |
| Independent | practices_student_pace | 26 |
| Independent | practices_student_projects | 29 |
| Independent | practices_students_leaders | 18 |
| Independent | practices_teachers_leaders | 24 |
| Independent | practices_translanguaging | 2 |
| Independent | practices_trauma_informed | 15 |
| Independent | practices_tutoring | 16 |
| Independent | practices_udl | 17 |
| Public charter school | practices_a_la_carte | 6 |
| Public charter school | practices_accommodations | 60 |
| Public charter school | practices_adult_wellness | 47 |
| Public charter school | practices_advancement_mastery | 35 |
| Public charter school | practices_advisories | 62 |
| Public charter school | practices_all_courses_designed_for_inclusion | 77 |
| Public charter school | practices_anti_racist | 65 |
| Public charter school | practices_assessments_agency | 16 |
| Public charter school | practices_assessments_bilingual | 18 |
| Public charter school | practices_assessments_career | 33 |
| Public charter school | practices_assessments_deeper | 69 |
| Public charter school | practices_assessments_sel | 80 |
| Public charter school | practices_blended_learning | 57 |
| Public charter school | practices_career_prep | 46 |
| Public charter school | practices_co_leaders | 57 |
| Public charter school | practices_community_leaders | 17 |
| Public charter school | practices_community_partnerships | 68 |
| Public charter school | practices_community_supports | 73 |
| Public charter school | practices_competency_education | 53 |
| Public charter school | practices_competency_framework | 37 |
| Public charter school | practices_culturally_responsive | 87 |
| Public charter school | practices_design_marginalized | 79 |
| Public charter school | practices_design_thinking | 34 |
| Public charter school | practices_disaggregated_participation_data | 39 |
| Public charter school | practices_dual_language | 15 |
| Public charter school | practices_early_college | 29 |
| Public charter school | practices_elimination_tracking | 50 |
| Public charter school | practices_enriched_virtual | 5 |
| Public charter school | practices_expanded_open_hours | 32 |
| Public charter school | practices_extended_learning | 49 |
| Public charter school | practices_families_leaders | 19 |
| Public charter school | practices_flex | 12 |
| Public charter school | practices_flexible_facilities | 52 |
| Public charter school | practices_flexible_staffing | 55 |
| Public charter school | practices_flipped_classroom | 5 |
| Public charter school | practices_grading_mastery | 57 |
| Public charter school | practices_heritage_language | 6 |
| Public charter school | practices_hiring_equity | 77 |
| Public charter school | practices_industry_credentials | 20 |
| Public charter school | practices_industry_leaders | 11 |
| Public charter school | practices_interdisciplinary | 58 |
| Public charter school | practices_interoperability | 25 |
| Public charter school | practices_learning_paths | 52 |
| Public charter school | practices_makerspace | 18 |
| Public charter school | practices_mental_health | 74 |
| Public charter school | practices_mentoring | 53 |
| Public charter school | practices_mtss_academics | 74 |
| Public charter school | practices_multi_age | 37 |
| Public charter school | practices_opportunities_mastery | 81 |
| Public charter school | practices_other_leaders | 3 |
| Public charter school | practices_pbl | 79 |
| Public charter school | practices_peer_to_peer | 47 |
| Public charter school | practices_performance_assessment | 61 |
| Public charter school | practices_physical_well_being | 44 |
| Public charter school | practices_place_based | 41 |
| Public charter school | practices_reallocation_resources | 46 |
| Public charter school | practices_restorative | 80 |
| Public charter school | practices_sel_curriculum | 67 |
| Public charter school | practices_sel_integrated | 82 |
| Public charter school | practices_service_learning | 42 |
| Public charter school | practices_social_justice | 53 |
| Public charter school | practices_station_rotation | 18 |
| Public charter school | practices_student_conferences | 52 |
| Public charter school | practices_student_data | 57 |
| Public charter school | practices_student_goals | 65 |
| Public charter school | practices_student_pace | 53 |
| Public charter school | practices_student_projects | 54 |
| Public charter school | practices_students_leaders | 25 |
| Public charter school | practices_teachers_leaders | 44 |
| Public charter school | practices_translanguaging | 7 |
| Public charter school | practices_trauma_informed | 68 |
| Public charter school | practices_tutoring | 64 |
| Public charter school | practices_udl | 53 |
| Public district school | practices_a_la_carte | 19 |
| Public district school | practices_accommodations | 75 |
| Public district school | practices_adult_wellness | 46 |
| Public district school | practices_advancement_mastery | 49 |
| Public district school | practices_advisories | 72 |
| Public district school | practices_all_courses_designed_for_inclusion | 80 |
| Public district school | practices_anti_racist | 46 |
| Public district school | practices_assessments_agency | 24 |
| Public district school | practices_assessments_bilingual | 19 |
| Public district school | practices_assessments_career | 57 |
| Public district school | practices_assessments_deeper | 79 |
| Public district school | practices_assessments_sel | 65 |
| Public district school | practices_blended_learning | 67 |
| Public district school | practices_career_prep | 81 |
| Public district school | practices_co_leaders | 73 |
| Public district school | practices_community_leaders | 19 |
| Public district school | practices_community_partnerships | 89 |
| Public district school | practices_community_supports | 63 |
| Public district school | practices_competency_education | 76 |
| Public district school | practices_competency_framework | 55 |
| Public district school | practices_culturally_responsive | 73 |
| Public district school | practices_design_marginalized | 85 |
| Public district school | practices_design_thinking | 52 |
| Public district school | practices_disaggregated_participation_data | 37 |
| Public district school | practices_dual_language | 13 |
| Public district school | practices_early_college | 52 |
| Public district school | practices_elimination_tracking | 45 |
| Public district school | practices_enriched_virtual | 13 |
| Public district school | practices_expanded_open_hours | 29 |
| Public district school | practices_extended_learning | 74 |
| Public district school | practices_families_leaders | 22 |
| Public district school | practices_flex | 21 |
| Public district school | practices_flexible_facilities | 73 |
| Public district school | practices_flexible_staffing | 64 |
| Public district school | practices_flipped_classroom | 14 |
| Public district school | practices_grading_mastery | 72 |
| Public district school | practices_heritage_language | 7 |
| Public district school | practices_hiring_equity | 58 |
| Public district school | practices_industry_credentials | 46 |
| Public district school | practices_industry_leaders | 20 |
| Public district school | practices_interdisciplinary | 74 |
| Public district school | practices_interoperability | 24 |
| Public district school | practices_learning_paths | 68 |
| Public district school | practices_makerspace | 50 |
| Public district school | practices_mental_health | 80 |
| Public district school | practices_mentoring | 49 |
| Public district school | practices_mtss_academics | 80 |
| Public district school | practices_multi_age | 50 |
| Public district school | practices_opportunities_mastery | 84 |
| Public district school | practices_other_leaders | 0 |
| Public district school | practices_pbl | 90 |
| Public district school | practices_peer_to_peer | 57 |
| Public district school | practices_performance_assessment | 86 |
| Public district school | practices_physical_well_being | 36 |
| Public district school | practices_place_based | 48 |
| Public district school | practices_reallocation_resources | 54 |
| Public district school | practices_restorative | 74 |
| Public district school | practices_sel_curriculum | 57 |
| Public district school | practices_sel_integrated | 78 |
| Public district school | practices_service_learning | 60 |
| Public district school | practices_social_justice | 41 |
| Public district school | practices_station_rotation | 18 |
| Public district school | practices_student_conferences | 55 |
| Public district school | practices_student_data | 73 |
| Public district school | practices_student_goals | 70 |
| Public district school | practices_student_pace | 56 |
| Public district school | practices_student_projects | 77 |
| Public district school | practices_students_leaders | 45 |
| Public district school | practices_teachers_leaders | 69 |
| Public district school | practices_translanguaging | 10 |
| Public district school | practices_trauma_informed | 66 |
| Public district school | practices_tutoring | 67 |
| Public district school | practices_udl | 65 |
District vs Charter Difference: The percentage difference in tag occurrence between public district schools and public charter schools. Positive values indicate higher occurrence in district schools, while negative values indicate higher occurrence in charter schools.
##
## Attaching package: 'plotly'
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## last_plot
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## filter
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## layout
##Top 10 difference District and Charter
#Variance and variability
##Low 10 with largest variability
##Top 15 with largest variability
##Lowest 15 with largest variability for charter, district, and
independent
##Top 20 tags with Largest variability
##Lowest 20 tags with largest variability
# Min variability plot - lowest 20
var_min_20 <- var_all %>%
group_by(type) %>%
slice_min(variance, n = 20, with_ties = FALSE) %>%
arrange(variance) %>%
ggplot(aes(Tag, proportion, fill = type)) +
geom_bar(stat = "identity", position = "dodge") +
scale_fill_manual(values = c("#EF464B", "#5F9ED1", "#FBB040"),
labels = c("Charter", "District", "Independent"),
guide = guide_legend(title = "Type of School")) +
theme(axis.text.x = element_text(angle = -55, hjust = 0)) +
labs(x = "", y = "Tags with Least Variability",
title = "Top 20 Tags with Lowest Variability for Charter, District, and Independent Schools",
subtitle = "In order of increasing variability")
var_min_20